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Investing Research Articles

3840 Research Articles

Making Equity Factor Models Meaningful?

Most researchers use classical statistical testing, with a t-statistic of 2.0 as the significance threshold for accepting an hypothesis. However, this threshold is valid only if the associated p-value derives from a single test. There...

Multi-class Investment Strategy Design Sensitivities

How sensitive are multi-class asset allocation strategies to variations in backtesting choices? In their December 2025 paper entitled “The Multiverse Across Asset Classes: Design Uncertainty in Asset Allocations”, Arnaud Battistella, Jean-Charles Bertrand, Guillaume Coqueret and...

Bitcoin: Scarcity-driven Superiority, or Ponzi Scheme

Is Bitcoin a scarce, valuable asset or a Ponzi scheme? In his December 2025 paper entitled “The Great Bitcoin Debate: Saylor’s Maximalism Versus Schiff’s Monetary Traditionalism”, David Krause examines the debate between Bitcoin maximalists (represented...

Mean-Variance Optimization Is Crazy?

“Dominant U.S. Stock Market?” summarizes a paper that (1) examines whether a 60%+ allocation to the U.S. in the MSCI All Country World Index (ACWI) is crazy high and (2) decides maybe not. In “How...

Weekly Summary of Research Findings: 12/29/25 – 1/2/26

Below is a weekly summary of our research findings for 12/29/25 through 1/2/26. These summaries give you a quick snapshot of our content the past week so that you can quickly decide what’s relevant to...

Dominant U.S. Stock Market?

As of November 2025, the MSCI All Country World Index (ACWI) allocates about 65% to U.S. stocks. Is this allocation to a single country crazy high? In the November 2025 revision of their brief paper...

Tactical Signals from a Gold/Silver Ratio?

Can investors holding gold as inflation hedge/equity crash protection improve performance of this position by holding gold (silver) when the gold-to-silver ratio is relatively low (high)? To investigate, we track the ratio of SPDR Gold...

How Investors Evaluate Stocks

What criteria do individual investors use when deciding which stocks to acquire? In their December 2025 paper entitled “How Investors Pick Stocks: Global Evidence from 1,540 AI-Driven Field Interviews”, Byoung-Hyoun Hwang, Don Noh and Sean...

Realistic Machine Learning Stock Portfolio Performance

Prior research suggests that machine learning factor models of the cross section of stock returns greatly enhance portfolio performance by: (1) expanding the dataset to include more variables; and, (2) allowing more complex (non-linear) variable...

Weekly Summary of Research Findings: 12/22/25 – 12/26/25

Below is a weekly summary of our research findings for 12/22/25 through 12/26/25. These summaries give you a quick snapshot of our content the past week so that you can quickly decide what’s relevant to...

Goldman Sachs Panic Index Proxy

In response to our inquiry about Goldman Sachs Panic Index data, Grok responded that the data are proprietary and unavailable. However, Grok offered “several high-quality public proxies and near-replicas…built by traders and quants using only...

Stock Returns Around New Year’s Day

Does the New Year’s Day holiday, a time of replanning and income tax positioning, systematically affect investors in a way that translates into U.S. stock market returns? To investigate, we analyze the historical behavior of...

Realistic Individual Investor Outcomes

Should measures of long-term investment performance incorporate ways in which typical individual investors handle their portfolios over a lifetime rather than an idealized perspective such as buy-and-hold with all distributions reinvested? In his December 2025...

How to Use AI in Research?

How should researchers apply and restrict artificial intelligence (AI) in research? In the December 2025 revision of their editorial entitled “The Use of AI in Academic Research”, Gordon Graham and Jennifer Tucker share experiences as...

Weekly Summary of Research Findings: 12/15/25 – 12/19/25

Below is a weekly summary of our research findings for 12/15/25 through 12/19/25. These summaries give you a quick snapshot of our content the past week so that you can quickly decide what’s relevant to...

Grok Sentiment Index?

Can Grok extract a useful weekly U.S. stock market sentiment metric from posts on X? To investigate, we ask Grok to each week for two years aggregate weekly U.S. stock market sentiment looking for at...

Optimal SACEMS Lookback Interval Update

How sensitive is performance of the “Simple Asset Class ETF Momentum Strategy” (SACEMS) to choice of momentum calculation lookback interval, and what interval works best? To investigate, we generate gross compound annual growth rates (CAGR) and...

Stock Returns Around Christmas

Does the Christmas holiday, a time of putative good will toward all, give U.S. stock investors a sense of optimism that translates into stock returns? To investigate, we analyze the historical behavior of the S&P...

Systematically Translating Factor/Sector Beliefs into an ETF Portfolio

How can typical investors/managers rigorously translate their views on factor/style and sector/theme exposures into a portfolio of exchange-traded funds (ETF). In their November 2025 paper entitled “Implementing Systematic Risk Premia, Factor-Based Strategies, and Sector Rotation...

Lack of Liquidity Sucks the Juice from Stock Anomalies?

Does lack of liquidity among stocks in anomaly portfolios effectively block exploitation? In their November 2025 paper entitled “Liquidity Constraints and the Illusion of Anomaly Profitability”, Álvaro Cartea, Mihai Cucuringu, Qi Jin and Jiexiu Zhu...

Weekly Summary of Research Findings: 12/8/25 – 12/12/25

Below is a weekly summary of our research findings for 12/8/25 through 12/12/25. These summaries give you a quick snapshot of our content the past week so that you can quickly decide what’s relevant to...

Stock Market Valuation Perspectives

Is U.S. equity market valuation outrunning its productive value? For perspective, we compare the trajectories of S&P 500 (SP500) index, earnings and dividends over recent decades and look at some potential explanations for divergences. Using...

Pure Equity Premium

The equity premium is conventionally the return on stocks minus the risk-free rate (for short-term government bills). What should be the risk-free asset for equities, arguably expected to grow in real terms and never to...

Are Equity Put-Write ETFs Working?

Is systematically selling cash-covered equity put options, as implemented by exchange-traded funds (ETF), attractive? To investigate, we consider six equity put-write ETFs, three dead and three living: US Equity High Volatility Put Write (HVPW) – oriented...

Intelligent Markets?

How is the increasing role of interacting algorithms changing financial markets? In his November 2025 paper entitled “Algorithmic Exuberance”, Marc Schmitt presents an Algorithmic Exuberance model, which automatically stimulates market volatility from two coupled feedback...